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Using ML to estimate carbon sinks

Dissertation project for MSc Climate Change.

Navigating the codebase

The MODELS.ipynb and DATA.ipynb are general walkthroughs of the modelling and data pipelines. These are a good place to start to understand where the other processing code is.

Progress Updates

Data

Dataset Timescale Units File
CO2 (NOAA ESRL) 1980 - 11/2020 ppm
CO2 (MLO, SPO) 1958 - 10/2020 GtC/month
Land temp (CRUTEM5) 1850 - 2019 anomaly in degC
SST (HadSST4) 1850 - 2019 anomaly in degC
Precipitation (TS4) 1901 - 12/2019 mm/month
Wind speed ? m/s
Global carbon budget 1959 - 2019
DGVMs 1700 - 12/2019 GtC/month
GOBMs 1958 - 12/2019 GtC/month
FF emissions 1959 - 11/2019 kgCO2/month
Monthly CO2 gr 1980 - 11/2020 gtCO2/month CO2/co2_mm_gl.csv

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